Nature-Inspired Computation and Swarm Intelligence: Algorithms, Theory and Applications

ISBN-13: 9780128197141 / Angielski / Miękka / 2020 / 525 str.

Xin-She Yang

Spis treści

1. Nature-Inspired Computation and Swarm Intelligence 2. Bat Algorithm and Cuckoo Search Algorithms 3. Firefly Algorithm and Flower Pollination Algorithm 4. Bio-inspired Algorithms: Principles, Implementation and Applications to wireless communicatinon

Part II: Theory and Analysis 5. Mathematical Foundations for Algorithm Analysis 6. Probability Theory for Analysing Nature-Inspired Algorithms 7. Theoretical Framework for Algorithm Analysis

Part III: Applications 8. Tuning Restricted Boltzmann Machines 9. Traveling Salesman Problem: Review and New Results 10. Clustering with Nature Inspired Metaheuristics 11. Bat Algorithm for Feature Selection and White Blood Cell Classification 12. Modular Granular Neural Networks Optimisation using the Firefly Algorithm applied to Time Series Prediction 13. Artificail Intelligence Methods for Music generation: A review and future perspectives 14. Optimized controller design for island microgrid employing non-dominated sorting firefly Algorithm (NSFA) 15. Swarm Robotics: A case study -- Bat robotics 16. Electrical Harmonies estimation in power systems using bat algorithm 17. CSBIIST: Cuckoo Search based intelligent Image segmentation technique 18. Improving Genetic Algorithm Solution's Performance for Optimal Order Allocation in an E-Market with the Pareto Optimal Set 19. Multi-Robot Coordination Through Bio-Inspired Strategies 20. Optimization in Probabilistic Domains: An Engineering Approach